US8704169B2 - Direct impact ionization (DII) mass spectrometry - Google Patents
Direct impact ionization (DII) mass spectrometry Download PDFInfo
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- US8704169B2 US8704169B2 US13/271,182 US201113271182A US8704169B2 US 8704169 B2 US8704169 B2 US 8704169B2 US 201113271182 A US201113271182 A US 201113271182A US 8704169 B2 US8704169 B2 US 8704169B2
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- This disclosure relates to the field of spectral analysis of biological samples and specifically to the analysis of biological samples by mass spectrometry.
- Mass spectrometry comprises a broad range of instruments and methodologies that are used to elucidate the structural and chemical properties of molecules, to identify the compounds present in physical and biological matter, and to quantify the chemical substances found in samples of such matter.
- Mass spectrometers measure the masses of individual molecules that have been converted to gas-phase ions, i.e., to electrically charged molecules in a gaseous state.
- the principal parts of a typical mass spectrometer are the ion source, mass analyzer, detector, and data handling system.
- solid, liquid, or vapor samples are introduced into the ion source where ionization and volatilization occur. To effect ionization, it is necessary to transfer some form of energy to the sample molecules. In most instances, this causes some of the nascent molecular ions to disintegrate into a variety of fragment ions.
- Both surviving molecular ions and fragment ions formed in the ion source are passed onto the mass analyzer, which uses electromagnetic forces to sort them according to their mass-to-charge ratios (m/z), or a related mechanical property, such as velocity, momentum, or energy.
- m/z mass-to-charge ratios
- the ions are successively directed to the detector.
- the detector generates electrical signals, the magnitudes of which are proportional to the number of ions striking the detector per unit time.
- the data system records these electrical signals and displays them on a monitor or prints them out in the form of a mass spectrum, for example as a graph of signal intensity versus m/z.
- the pattern of molecular-ion and fragment-ion signals that appear in the mass spectrum of a sample constitutes a unique chemical fingerprint from which the sample's constituents can be deduced.
- the identification of microorganisms based upon their spectroscopic, spectrometric, and chromatographic characteristics would represent a useful method for the identification of microorganisms such as yeast, fungi, protozoa, and bacteria, including pathogenic organisms.
- MALDI TOF matrix-assisted laser desorption/ionization time-of flight mass spectrometry
- the disclosed mass spectrometer for analyzing a sample that has or is suspected of having microorganisms.
- the disclosed mass spectrometer has been uniquely configured to include a sample platform which functions as a counter electrode or discharge electrode and a surface to provide the sample to be analyzed.
- the mass spectrometer also includes an ion source positioned adjacent to the sample platform for ionizing and volatizing molecules within the sample, wherein the sample platform and the ion source are positioned such that during operation of the mass spectrometer an electrical discharge takes place between the ion source and the sample platform.
- the ionized and volatized molecules are taken in and collected by an ion transmission device adjacent to the ion source during operation of the mass spectrometer and a time of flight mass analyzer coupled to the ion transmission device is used for measuring a mass to charge ratio (m/z) of the molecules collected in the ion transmission device, thereby allowing a mass spectrum profile/fingerprint of the sample to be generated.
- a mass to charge ratio m/z
- the methods include positioning a sample platform having a sample adjacent to an ion source.
- the sample is excited with an electrical discharge between the ion source and the sample platform, wherein the electrical discharge is sufficient to ionize and volatize biological molecules within the sample.
- the ionized and volatized molecules are collected within an ion transmission device and the m/z ratio is measured with a time of flight mass analyzer, thereby allowing a mass spectrum profile/fingerprint to be generated.
- FIG. 1 is a diagram of an exemplary mass spectrometer, configured for direct impact ionization.
- FIG. 2 is a diagram of the mass spectrometer shown in FIG. 1 , detailing the configuration of the ion source and sample platform relative to the inlet of the ion transmission device.
- FIG. 3 is a diagram of the mass spectrometer shown in FIGS. 1 and 2 , detailing the configuration of a sample platform and an atmospheric shield relative to the ion source and the inlet for the ion transmission device.
- FIG. 4 is a diagram of the mass spectrometer analyzer shown in FIGS. 1-3 , detailing the configuration of a sample platform and an atmospheric shield relative to the ion source and the inlet for the ion transmission device and the impact of the electrical discharge on the sample platform.
- FIG. 5 is a diagram of an exemplary sample platform.
- FIG. 6 is an exemplary atmospheric contaminant shield configured for use in the mass spectrometer shown in FIGS. 1-4 .
- FIG. 7 is the mass spectra of two V. vulnificus samples obtained under conventional metastable atom bombardment (MAB). Note the low peak intensity and low signal to noise ratio.
- FIG. 8 is the mass spectra of two V. vulnificus samples (same samples used in FIG. 7 ) obtained under direct impact ionization (DII). Note the high peak intensities relative to the intensities shown in FIG. 7 .
- FIG. 9 is an example of a re-engineered sample introduction chamber utilizing gear work to position pin holding the sample in the ion stream.
- FIG. 10 is a set of total ion intensity profiles of two bacteria samples, A and B, from the same isolate of V. vulnificus shown in FIGS. 7 and 8 .
- FIG. 11 is a set of spectra of the same sample acquired at different points (early, mid- and late run) in a bacterial pyrogram.
- FIG. 12 is a mass spectrum from a total ion profile. Note the indicator ion at 560.5 m/z.
- FIG. 13 is a total ion pyrogram (gray trace) and single ion pyrogram for 560.5 m/z.
- FIGS. 14A and 14B are extracted mass spectra.
- FIG. 14A is a mass spectrum obtained from the highest point of the 560.5 m/z single ion pyrogram (see asterisk in lower left curve in FIG. 13 ).
- the mass spectrum shown in FIG. 14A is virtually identically to the one shown in FIG. 14B (obtained from the highest point of the 560.5 m/z single ion pyrogram (see asterisk in lower right curve in FIG. 13 ) under the same conditions).
- FIG. 15 is a set of mass spectra obtained from two different samples of Salmonella enterica .
- the two representative spectra exhibit striking resemblance and demonstrate the reproducibility of the disclosed integration method.
- FIG. 16 is a set of mass spectra obtained from two different samples of Salmonella Heidelberg. Note that one can also distinguish mass spectra of Salmonella enterica from Salmonella Heidelberg, indicating that bacteria sub-types can be identified using the disclosed methods.
- FIG. 17 is an exemplary computing environment for carrying out aspects of the present disclosure.
- Bacterial pathogen A bacteria that causes disease (pathogenic bacteria).
- pathogenic bacteria include without limitation any one or more of (or any combination of) Acinetobacter baumanii, Actinobacillus sp., Actinomycetes, Actinomyces sp. (such as Actinomyces israelii and Actinomyces naeslundii ), Aeromonas sp.
- Anaplasma phagocytophilum such as Aeromonas hydrophila, Aeromonas veronii biovar sobria ( Aeromonas sobria ), and Aeromonas caviae
- Anaplasma phagocytophilum such as Aeromonas hydrophila, Aeromonas veronii biovar sobria ( Aeromonas sobria ), and Aeromonas caviae
- Anaplasma phagocytophilum Anaplasma marginale
- Alcaligenes xylosoxidans such as Acinetobacter baumanii, Actinobacillus actinomycetemcomitans
- Bacillus sp. such as Bacillus anthracis, Bacillus cereus, Bacillus subtilis, Bacillus thuringiensis , and Bacillus stearothermophilus
- Bacteroides sp. such as Bacteroides fragilis
- Bordetella sp. such as Bordetella pertussis, Bordetella parapertussis , and Bordetella bronchiseptica
- Borrelia sp. such as Borrelia recurrentis , and Borrelia burgdorferi
- Brucella sp. such as Brucella abortus, Brucella canis, Brucella melintensis and Brucella suis
- Burkholderia sp. such as Burkholderia pseudomallei and Burkholderia cepacia ), Campylobacter sp.
- Capnocytophaga sp. Cardiobacterium hominis, Chlamydia trachomatis, Chlamydophila pneumoniae, Chlamydophila psittaci, Citrobacter sp. Coxiella bumetii, Corynebacterium sp. (such as, Corynebacterium diphtheriae, Corynebacterium jeikeum and Corynebacterium ), Clostridium sp.
- Enterobacter sp (such as Clostridium perfringens, Clostridium difficile, Clostridium botulinum and Clostridium tetani ), Eikenella corrodens, Enterobacter sp. (such as Enterobacter aerogenes, Enterobacter agglomerans, Enterobacter cloacae and Escherichia coli , including opportunistic Escherichia coli , such as enterotoxigenic E. coli , enteroinvasive E. coli , enteropathogenic E. coli , enterohemorrhagic E. coli , enteroaggregative E. Coli and uropathogenic E. coli ) Enterococcus sp.
- Enterobacter aerogenes such as Enterobacter aerogenes, Enterobacter agglomerans, Enterobacter cloacae and Escherichia coli , including opportunistic Escherichia coli , such as enter
- Ehrlichia sp. (such as Enterococcus faecalis and Enterococcus faecium ) Ehrlichia sp. (such as Ehrlichia chafeensia and Ehrlichia canis ), Erysipelothrix rhusiopathiae, Eubacterium sp., Francisella tularensis, Fusobacterium nucleatum, Gardnerella vaginalis, Gemella morbillorum, Haemophilus sp.
- Haemophilus influenzae such as Haemophilus influenzae, Haemophilus ducreyi, Haemophilus aegyptius, Haemophilus parainfluenzae, Haemophilus haemolyticus and Haemophilus parahaemolyticus
- Helicobacter sp such as Helicobacter pylori, Helicobacter cinaedi and Helicobacter fennelliae ), Kingella kingii, Klebsiella sp.
- Lactobacillus sp. Listeria monocytogenes, Leptospira interrogans, Legionella pneumophila, Leptospira interrogans, Peptostreptococcus sp., Mannheimia hemolytica, Moraxella catarrhalis, Morganella sp., Mobiluncus sp., Micrococcus sp., Mycobacterium sp.
- Mycobacterium leprae such as Mycobacterium leprae, Mycobacterium tuberculosis, Mycobacterium paratuberculosis, Mycobacterium intracellulare, Mycobacterium avium, Mycobacterium bovis , and Mycobacterium marinum
- Mycoplasm sp. such as Mycoplasma pneumoniae, Mycoplasma hominis , and Mycoplasma genitalium
- Nocardia sp. such as Nocardia asteroides, Nocardia cyriacigeorgica and Nocardia brasiliensis ), Neisseria sp.
- Prevotella sp. Porphyromonas sp., Prevotella melaninogenica, Proteus sp. (such as Proteus vulgaris and Proteus mirabilis ), Providencia sp. (such as Providencia alcalifaciens, Providencia rettgeri and Providencia stuartii ), Pseudomonas aeruginosa, Propionibacterium acnes, Rhodococcus equi, Rickettsia sp.
- Shigella sp. such as Shigella dysenteriae, Shigella flexneri, Shigella boydii and Shigella sonnei
- Staphylococcus sp. such as Staphylococcus aureus, Staphylococcus epidermidis, Staphylococcus hemolyticus, Staphylococcus saprophyticus
- Streptococcus pneumoniae for example chloramphenicol-resistant serotype 4 Streptococcus pneumoniae , spectinomycin-resistant serotype 6B Streptococcus pneumoniae , streptomycin-resistant serotype 9V Streptococcus pneumoniae , erythromycin-resistant serotype 14 Streptococcus pneumoniae , optochin-resistant serotype 14 Streptococcus pneumoniae , rifampicin-resistant serotype 18C Streptococcus pneumoniae , tetracycline-resistant serotype 19F Streptococcus pneumoniae , penicillin-resistant serotype 19F Streptococcus pneumoniae , and trimethoprim-resistant serotype 23F Streptococcus pneumoniae , chloramphenicol-resistant serotype 4 Streptococcus pneumoniae , spectinomycin-resistant serotype 6B Streptococcus pneumoniae , streptomycin-resistant ser
- one or more of the pathogenic bacteria listed above is detected using the methods and devices disclosed herein.
- representative spectra of one of more of the pathogenic bacteria listed above is stored in a database.
- Brush Discharge In between a corona discharge and a spark discharge is a brush discharge, which may take place, for example, between a charged material and a normally grounded electrode. If a brush discharge is maintained over longer periods, it may appear as irregular luminescent paths.
- Classification parameters include, for example, gram staining (e.g., gram positive or negative) and morphology (rods or cocci) or oxygen requirements (e.g., aerobic or anaerobic) or other physiological characteristics (such as ability to reduce sulfate).
- classification parameters may be found in Bergey's Manual of Determinative Bacteriology, 9th ed., Williams and Wilkins, Baltimore, Md., 1994, Food Microbiology: Fundamentals and Frontiers, Doyle et al., eds., ASM Press, Washington, D.C., 1997, and Zinsser Microbiology, 19th ed., Joklik et al., eds., Appleton & Lange, Norwalk, Conn., 1988, all of which are incorporated by reference herein.
- Biomolecule Any molecule that was derived from a biological system, including, but not limited to, a synthetic or naturally occurring protein, glycoprotein, lipoprotein, amino acid, nucleoside, nucleotide, nucleic acid, oligonucleotide, DNA, RNA, carbohydrate, sugar, lipid, fatty acid, hapten, and the like.
- a biomolecule is a target analyte for which the presence and or concentration or amount can be determined, for example to determine the presence of a microorganism that produces or whose presence is otherwise correlated to the presence of the biomolecule.
- Control A reference standard.
- a control can be a known value indicative of a known concentration or amount of an analyte, such as a target analyte for example a biomolecule or microorganism of interest.
- a control, or a set of controls of known concentration or amount can be used to calibrate a mass spectrometer.
- a control is zero concentration of an analyte.
- Corona A current that develops from an electrode with a high potential in a neutral fluid, such as an inert gas, by ionizing that fluid so as to create a plasma around the electrode.
- the ions generated eventually pass charge to nearby areas of lower potential, such as a counter electrode.
- the potential gradient is large enough at a point in the fluid, the fluid at that point ionizes and becomes conductive.
- Corona discharge usually involves two electrodes.
- Corona Discharge If the field strength in front of a sharp point of a conductor exceeds the breakdown field strength for the medium (for example, an inert gas), a corona discharge will take place.
- the medium for example, an inert gas
- Descriptor Peak A high mass ion that appears in a global mass spectrum of a microorganism sample.
- Detect To determine if an agent (such as a signal or target analyte) is present or absent. In some examples, this can further include quantification. In some examples, a mass signal is used to detect the presence, amount or concentration of an agent, such as an analyte, for example a microorganism.
- an agent such as a signal or target analyte
- this can further include quantification.
- a mass signal is used to detect the presence, amount or concentration of an agent, such as an analyte, for example a microorganism.
- Direct Impact Ionization A technique used to ionize and volatilize a sample for mass spectrometric analysis. During direct impact ionization, an electrical discharge directly impacts the sample.
- a discharge happens if the field from a charge is high enough to cause ionization in the surrounding medium. In an electrical discharge process, the charge carriers are created by the field. Electrical discharges occur in three sometimes-overlapping groups: corona, spark, and brush discharges.
- Electromagnetic radiation A series of electromagnetic waves that are propagated by simultaneous periodic variations of electric and magnetic field intensity, and that includes radio waves, infrared, visible light, ultraviolet light, X-rays and gamma rays.
- electromagnetic radiation is in the form of electrons, which can discharge from an ion source to a counter or discharge electrode.
- Fingerprint spectra Spectra (a spectrum) of microorganisms or their chemical constituents that may serve as the basis for distinguishing, identifying or detecting microorganisms of different taxonomic groups.
- Physiologically similar groups e.g., facultatively anaerobic gram negative rods; see, for example, Bergey's Manual of Determinative Bacteriology, 9th ed., Williams and Wilkins, Baltimore, Md., 1994
- families, genera, species, strains, or sub-strains of microorganisms are examples of such taxonomic groups.
- Examples of fingerprint spectra include mass spectra, such as those obtained by the methods or using the devices disclosed herein.
- Fingerprint spectra also include any combination of fingerprint spectra obtained from the techniques listed herein. Fingerprint spectra may also be portions or subsets of fingerprint spectra.
- Fungal pathogen A fungus that causes disease.
- fungal pathogens include without limitation Trichophyton rubrum, T. mentagrophytes, Epidermophyton floccosum, Microsporum canis, Pityrosporum orbiculare ( Malassezia furfur ), Candida sp. (such as Candida albicans ), Aspergillus sp. (such as Aspergillus fumigatus, Aspergillus flavus and Aspergillus clavatus ), Cryptococcus sp. (such as Cryptococcus neoformans, Cryptococcus gattii, Cryptococcus laurentii and Cryptococcus albidus ), Histoplasma sp.
- one or more of the fungal pathogens listed above is detected using the methods and devices disclosed herein.
- representative spectra of one of more of the fungal pathogens listed above is stored in a data base.
- High throughput technique Through this process, one can rapidly identify analytes present in a sample or multiple samples.
- high throughput techniques allows the rapid detection and/or quantification of an analyte in a short period of time, for example using the assays and compositions disclosed herein.
- Ion transmission device A combination of electric or magnetic fields that moves ions into a mass analyzer.
- Examples of ion transmission devices include RF-only Qusadrapoles and RF-only Hexapoles.
- Microorganism A microscopic organism, including bacteria (e.g. gram positive and gram negative cocci and gram positive and gram negative bacilli, mycoplasmas, rickettsias, actinomycetes, and archaeobacteria), fungi (fungi, yeast, molds), and protozoa (amoebae, flagellates, ciliates, and sporozoa). While viruses (naked viruses and enveloped viruses) are not minute “living” organisms as typically ascribed to the term microorganism, for purposes of this disclosure they are included in the term microorganism because of their effect on biological systems. The term microorganism also encompasses quiescent forms of microscopic organisms such as spores (endospores). Certain microorganisms are pathogens.
- bacteria e.g. gram positive and gram negative cocci and gram positive and gram negative bacilli, mycoplasmas, rickettsias, actinomy
- Metabolically similar As applied to microorganisms, two microorganisms are metabolically similar if they respond to their environment by producing similar sets of biomolecules. Metabolically similar microorganisms will, in some embodiments, belong to a single class of physiologically similar microorganisms (e.g.,—facultatively anaerobic gram negative rods or dissimilatory sulfate-reducing bacteria; see, for example, Bergey's Manual of Determinative Bacteriology, 9th ed., Williams and Wilkins, Baltimore, Md., 1994, Food Microbiology: Fundamentals and Frontiers, Doyle et al., eds., ASM Press, Washington, D.C., 1997, or Zinsser Microbiology, 19th ed., Joklik et al., eds., Appleton & Lange, Norwalk, Conn., 1988 for groupings of microorganisms according to their physiological characteristics).
- Fungi including yeast are characteristically similar if they have similar morphology, ultrastructure, cell wall composition, carbohydrate biochemistry, and polysaccharide biosynthesis.
- Protozoa which are identified by their morphological characteristics may be further distinguished by their usual locations.
- metabolically similar microorganisms are microorganisms within the same taxonomic family (for example, Enterobacteriaceae), genus (for example, Escherichia ), species (for example, Escherichia coli ), strain (for example, E. coli 1090) or serotype (e.g. E. coli serotype O:150, a serotype that is particularly pathogenic).
- Metabolically similar microorganisms are, in other embodiments, organisms that exhibit similar fingerprint spectra that change similarly in response to changes in environment.
- Mass Spectrometry A method of chemical analysis in which the substance is exposed, for example, to a beam of electrons which causes ionization to occur, either of the molecules or their fragments. The ions thus produced are accelerated and then passed through a mass analyzer that separates the ions according to their mass-to-charge ratio.
- Metastable Atom Bombardment A technique for ionizing analyte molecules for mass spectral analysis by impacting analyte molecules with metastable atoms in the gas phase. Metastable atoms are typically generated in a noble gas discharge plasma (for example, helium, neon, argon, krypton, and xenon discharge plasmas) although a molecular nitrogen, N 2 , plasma has also been found useful in many applications.
- a noble gas discharge plasma for example, helium, neon, argon, krypton, and xenon discharge plasmas
- N 2 molecular nitrogen
- Pathogen A specific causative agent of disease, such as a bacterium, virus, fungus, or parasite.
- Parasite An organism that lives inside humans or other organisms acting as hosts (for the parasite). Parasites are dependent on their hosts for at least part of their life cycle. Parasites are harmful to humans because they consume needed food, eat away body tissues and cells, and eliminate toxic waste, which makes people sick. Examples of parasites for use in accordance with the disclosed methods include without limitation any one or more of (or any combination of) Malaria ( Plasmodium falciparum, P. vivax, P. malariae ), Schistosomes, Trypanosomes, Leishmania , Filarial nematodes, Trichomoniasis, Sarcosporidiasis, Taenia ( T. saginata, T.
- one or more of the parasites listed above is detected using the methods and devices disclosed herein.
- representative spectra of one of more of the parasites listed above is stored in a data base.
- Pyrolysis Mass Spectrometry A mass spectrometric technique in which samples are subjected to a controlled thermal degradation in an inert atmosphere or vacuum (pyrolysis). This converts the chemical constituents that make up the sample into low molecular weight volatile compounds. Pyrolysis mass spectrometry is a method that measures the masses and abundances of these volatile fragments.
- Quantitating Determining or measuring a quantity (such as a relative quantity) of a molecule or the activity of a molecule, such as the quantity of analyte, such as a microorganism present in a sample.
- a sample is a biological sample.
- a sample is an environmental sample, such as soil, sediment water, or air.
- Environmental samples can be obtained from an industrial source, such as a farm, waste stream, or water source.
- a biological sample is one that includes biological materials (such as nucleic acid and proteins).
- a biological sample is obtained from an organism or a part thereof, such as an animal.
- the biological sample is obtained from an animal subject, such as a human subject.
- a biological sample can be any solid or fluid sample obtained from, excreted by or secreted by any living organism, including without limitation multicellular organisms (such as animals, including samples from a healthy or apparently healthy human subject or a human patient affected by a condition or disease to be diagnosed or investigated, such as cancer).
- a biological sample can be a biological fluid obtained from, for example, blood, plasma, serum, urine, bile, ascites, saliva, cerebrospinal fluid, aqueous or vitreous humor, or any bodily secretion, a transudate, an exudate (for example, fluid obtained from an abscess or any other site of infection or inflammation), or fluid obtained from a joint (for example, a normal joint or a joint affected by disease, such as a rheumatoid arthritis, osteoarthritis, gout or septic arthritis).
- a biological sample can also be a sample obtained from any organ or tissue (including a biopsy or autopsy specimen, such as a tumor biopsy) or can include a cell (whether a primary cell or cultured cell) or medium conditioned by any cell, tissue or organ.
- Spark Discharge In contrast to the corona discharge, in a spark discharge the ionization takes place all the way between the two electrodes. If the electrodes are connected to a voltage supply, the discharge may turn into a continuous arc.
- Thermal Mass Equivalent to thermal capacitance or heat capacity, which is the ability of a body to store or absorb thermal energy. For example, a material or machine part, such as a sample platform, with low thermal mass does not store very much heat energy.
- Time of Flight Mass Spectrometry A method of mass spectrometry in which an ion's mass-to-charge ratio is determined via a time measurement. Ions are accelerated by an electric field of known strength. This acceleration results in an ion having the same kinetic energy as any other ion that has the same charge. The velocity of the ion depends on the mass-to-charge ratio. The time that it subsequently takes for the particle to reach a detector at a known distance is measured. This time will depend on the mass-to-charge ratio of the particle (heavier particles reach lower speeds). From this time and the known experimental parameters one can find the mass-to-charge ratio of the ion.
- Virus A microscopic infectious organism that reproduces inside living cells.
- a virus consists essentially of a core of nucleic acid surrounded by a protein coat, and has the ability to replicate only inside a living cell. “Viral replication” is the production of additional virus by the occurrence of at least one viral life cycle.
- a virus may subvert the host cells' normal functions, causing the cell to behave in a manner determined by the virus. For example, a viral infection may result in a cell producing a cytokine, or responding to a cytokine, when the uninfected cell does not normally do so.
- a virus is a pathogen.
- viral pathogens include, without limitation; Arenaviruses (such as Guanarito virus, Lassa virus, Junin virus, Machupo virus and Sabia), Arteriviruses, Roniviruses, Astroviruses, Bunyaviruses (such as Crimean-Congo hemorrhagic fever virus and Hantavirus), Barnaviruses, Birnaviruses, Bornaviruses (such as Borna disease virus), Bromoviruses, Caliciviruses, Chrysoviruses, Coronaviruses (such as Coronavirus and SARS), Cystoviruses, Closteroviruses, Comoviruses, Dicistroviruses, Flaviruses (such as Yellow fever virus, West Nile virus, Hepatitis C virus, and Dengue fever virus), Filoviruses (such as Ebola virus and Marburg virus), Flexiviruses, Hepeviruses (such as Hepatitis E virus), human adenoviruses (such as human aden
- the inventors had initially utilized a time of flight (TOF) direct analysis in real time (DART) mass spectrometer capable of running samples at atmospheric pressure.
- TOF time of flight
- DART real time
- mass spectrometer is suitable for qualitatively analyzing volatile organic compounds, it is unsuitable for analyzing microbiological samples (i.e. bacteria, spores, whole cells and the like) due to the low volatility of many biomolecules in them.
- the mass spectrometer was, therefore, re-engineered and equipped with a gear plate to ensure reproducible analyte introduction and a pyrolysis device.
- pyrolysis was considered necessary for vaporizing low volatility components of microbiological analytes such as bacteria, a prerequisite for being ionized and introduced into the mass spectrometer. Pyrolysis, however, proved impractical with atmospheric pressure sampling in that the electrical cables would overheat, their insulation would start to melt and give off fumes, thus adding undesired contaminants to the microbiological analytes. Furthermore, pyrolysis required low voltage but high current to operate properly. This meant that the operator needed to be cautious during pyrolysis.
- the environmental contaminant shield had the effect of excluding oxygen from the sample, thus preventing oxidation of analytes, such as microbiological analytes.
- analytes such as microbiological analytes.
- ambient moisture was also kept out, thus ensuring proton transfer from water molecules would not contribute to irreproducible ionization of the analyte.
- DII direct impact ionization
- an electrical discharge for example, a corona, spark or arc
- an electrically conducting sample platform acting as a counter electrode
- a thin film of dried analytical sample such as a dried bacterial suspension
- the two electrodes, the ion source electrode and the sample platform are immersed in hot inert gas flux, such as a gas flux formed from an inert gas, (such as a noble gas, for example, Helium, Argon, Neon, Krypton, or Xenon (Radon would not typically be used as it is radioactive)) flowing past them.
- a gas flux formed from an inert gas such as a noble gas, for example, Helium, Argon, Neon, Krypton, or Xenon (Radon would not typically be used as it is radioactive
- An electric potential is applied between the ion source and the sample platform, which results in the formation of an arc between the ion source and the platform.
- a potential of about 1.0 kV to about 4.0 kV an arc is formed when the distance between the ion source and the sample platform is less than about 1 cm.
- a corona discharge is formed.
- the ion source is an electrode, for example, a needle electrode, to which an electrical potential can be applied.
- the electrode may be a point, line, plane, or curved-shape electrode.
- a needle electrode is an example of a point electrode, and a trim blade is an example of a line electrode. Indeed, there may be multiple needles or other electrodes of the same polarity.
- the electrode may be either a cathode establishing a negative potential or an anode establishing a positive potential. In the electrical discharge, positive ions or electrons are formed.
- Biomolecular ions as heavy as 790 m/z are generated. Mass spectral fingerprints of bacteria are obtained with a high degree of reproducibility by selecting the highest intensity of an “indicator ion”, for example 560.5 m/z or another relatively heavy ion whose appearance signals efficient vaporization of low volatility components.
- mass spectrometer 1000 includes ion source 1010 , connected to power supply 1020 .
- This embodiment of mass spectrometer 1000 also include an ion transmission device 1030 , which captures ions volatilized from a sample, and a time-of-flight (TOF) mass analyzer 1050 , which is used to determine the mass of a particle/molecule by virtue of its mass to charge ratio.
- TOF time-of-flight
- any other mass analyzer configuration can be used as long as sample induction can be conducted at atmospheric pressure, for example when the sample is impacted with an electrical discharge in a system open to the atmosphere.
- FIG. 2 shows the details of a configuration of mass spectrometer 1000 , shown in FIG. 1 .
- mass spectrometer 1000 includes ion source 1010 , ion transmission device 1030 and sample positioning assembly 1060 .
- Sample positioning assembly 1060 is used to reproducibly position samples between ion source 1010 and ion transmission device 1030 , such that sample platform 1080 is positioned in close enough proximity to ion source 1010 that an electrical discharge is formed between ion source 1010 and sample platform 1080 during operation of mass spectrometer 1000 .
- the potential needs to surpass air dielectric breakdown voltage which is a function of distance between electrodes.
- the sample platform is positioned such that is about 1 centimeter (cm) or less from the ion source, such as less than about 10 millimeters (mm), less than about 9 mm, less than about 8 mm, less than about 7 mm, less than about 6 mm, less than about 5 mm, less than about 4 mm, less than about 3 mm, less than about 2 mm, less than about 1 mm, or less than about 0.50 mm from the ion source, for example between about 0.2 mm and about 10 mm, between about 0.4 mm and about 8 mm, between about 0.8 mm and about 6 mm, between about 1 mm and about 5 mm, between about 2 mm and about 4 mm from the ion source.
- inlet cone also referred to as an atmospheric pressure interface
- sample platform 1080 and atmospheric contaminant shield 1090 show the location of inlet cone (also referred to as an atmospheric pressure interface) 1070 of ion transmission device 1030 as well as sample platform 1080 and atmospheric contaminant shield 1090 .
- inlet cone also referred to as an atmospheric pressure interface
- sample platform 1080 and atmospheric contaminant shield 1090 show the ideal distance
- a potential sufficient to ionize and volatilize sample present on the sample platform is applied between the ion source and the sample platform.
- the potential applied is about 1.0 to about 4.0 kV, such as about 1.0 kV, about 1.1 kV, about 1.2 kV, about 1.3 kV, about 1.4 kV, about 1.5 kV, about 1.6 kV, about 1.7 kV, about 1.8 kV, about 1.9 kV, about 2.0 kV, about 2.1 kV, about 2.2 kV, about 2.3 kV, about 2.4 kV, about 2.5 kV, about 2.6 kV, about 2.7 kV, about 2.8 kV, about 2.9 kV, about 3.0 kV, about 3.1 kV, about 3.2 kV, about 3.3 kV, about 3.4 kV, about 3.5 kV, about 3.6
- sample platform 1080 is positioned between ion source 1010 and inlet cone 1070 of ion transmission device 1030 using the sample positioning assembly 1060 .
- sample platform 1080 is transverse or perpendicular to axis of ion source 1010 and inlet cone 1070 of ion transmission device 1030 .
- Sample positioning assembly 1060 can be any configuration that allows for the consistent positioning of a sample within mass spectrometer 1000 .
- sample positioning assembly 1060 is configured such that it can be used to vary the distance between the sample platform and atmospheric contaminant shield 1090 is also positioned between ion source 1010 and inlet cone 1070 of ion transmission device 1030 , and serves to substantially exclude oxygen and water vapor from sample platform 1080 and ion transmission device 1030 .
- atmospheric contaminant shield 1090 also serves to maintain a layer of inert gas around the sample, which can be ionized in close proximity to sample platform 1080 .
- Atmospheric contaminant shield 1090 can be formed of any non-conducting material and of any configuration, although substantially cylindrical tubes are preferred as they are more likely to present a laminar flow of the inert gas.
- Exemplary non-conducting materials include glass, such as borosilicate glass and plastic.
- FIG. 3 details the configuration of mass spectrometer 1000 , detailing the positions of ion source 1010 , inlet cone 1070 of ion transmission device 1030 , sample platform 1080 and atmospheric contaminant shield 1090 .
- ion source 1010 , inlet cone 1070 of ion transmission device 1030 are along the same axis, while sample platform 1080 as shown is transverse or perpendicular to that axis.
- atmospheric contaminant shield 1090 is shown as a substantially cylindrical tube, running in the same orientation as the axis of ion source 1010 and inlet cone 1070 of ion transmission device 1030 .
- Sample platform 1080 is shown extending through a groove or slit in atmospheric contaminant shield 1090 .
- sample positioning assembly 1060 is connected to sample platform 1080 by clamps 1065 , which extend from sample positioning assembly 1060 .
- Any means of securing the sample platform 1080 in position is contemplated, including, but not limited to, fasteners such as screws, clips, adhesives, bolts and the like.
- Clamps 1065 are shown as they are a convenient means of securing sample platform 1080 to sample positioning assembly 1060 .
- FIG. 4 is a view, detailing the configuration of ion source 1010 , inlet cone 1070 of ion transmission device 1030 , sample platform 1080 and atmospheric contaminant shield 1090 .
- FIG. 4 shows electrical discharge 1015 from ion source 1010 impacting sample platform 1080 .
- sample platform 1080 includes indentions or recesses 1085 , which view from the other side would be seen as protrusions.
- Indentations or recesses 1085 in sample platform 1080 serve as both to locate a sample on sample platform 1080 , for example within indentations or recesses 1085 and to direct the discharge from ion source 1010 incident to the position of the sample on sample platform 1080 .
- sample platform 1080 During operation of the mass spectrometer, a potential is maintained between ion source 1010 and sample platform 1080 , thus electrical discharge from ion source 1010 is directed to indentations or recesses 1085 .
- the sample is for example, placed in the indentation and dried, for example at too temperature so that it adheres to the surface of indentation or concave surface of the indentation.
- sample platform 1080 is positioned perpendicular or transverse to ion source 1010 such that indentations or recesses 1085 are protruding toward ion source 1010 , as protrusions.
- electrical discharge 1015 will impact indentations or recesses 1085 or their protuberance (for example a convex surface), which would result in both the volatilization and ionization of a sample dried within indentations or recesses 1085 on sample platform 1080 .
- protuberant surfaces or the indentations facing the ion source provides a defined point to which the electrical discharge can impact.
- FIG. 5 is a detail of an embodiment of sample platform 1080 , which includes indentations/recesses 1085 and is composed of a material which includes perforations, holes or other passage ways 1087 .
- sample platform 1087 has width (W) of about 0.1 inches to about 1 inch and length (L) which is about 1 inch to about 4 inches, although the exact dimensions can vary. Because the material present in the sample needs to be volatilized, for example, by heat energy from the electrical discharge from the ion source, it is advantageous for sample platform 1080 to be composed of a material or object with a low thermal mass or heat capacity, so that the maximum thermal energy of the electrical discharge is transferred to the sample. Thus, a metallic wire mesh is an ideal material.
- sample platform 1080 is shown as a mesh, such as a wire mesh
- the sample platform can be made of various materials, such as perforated foils or metallic or non-metallic (for example, ceramic) materials that have perforations.
- perforations covering at least about 50%, such as at least about 60%, at least about 70%, at least about 80%, at least about 90%, at least about 95%, at least about 96%, at least about 97%, at least about 98%, at least about 99%, at least about 99.9% or even greater than 99.9% of the area of sample platform 1080 .
- sample platform 1080 has a porosity, as measured by total volume of void divided by total volume, of at least about 50%, such as at least about 60%, at least about 70%, at least about 80%, at least about 90%, at least about 95%, at least about 96%, at least about 97%, at least about 98%, at least about 99%, at least about 99.9% or even greater than 99.9% of the area of sample platform 1080 .
- a metallic material comprises nickel, a nickel alloy, steel, stainless steel, titanium, aluminum, aluminum alloy or a combination thereof.
- the sample platform can be made of a small pin or wire.
- sample platform 1080 could contain multiple indentations 1087 for placing one or more samples, for example configured in a line or square circle or other shape relative to each other (such a circle, rectangle, diamond and the like), for example, configured to allow for the continuous (or near continuous) analysis of multiple samples on sample platform 1080 to be analyzed by simply repositioning the sample platform (for example, via sample positioning assembly 1060 ) such that a new indentation is brought into proximity of the ion source. It is also envisioned that one or more of the indentations could be devoid of a sample, for example, as a blank or control, or that the indentations could carry samples of known microorganisms for example as comparative controls.
- FIG. 6 is a detail of an embodiment of a substantially cylindrical atmospheric contaminant shield 1090 .
- Atmospheric contaminant shield 1090 includes traverse slit or groove 1092 with width W, (which is about 0.1 inches to about 0.5 inches, such as 0.1 inches, about 0.2 inches, about 0.3 inches, about 0.4 inches, or about 0.5 inches), configured to accommodate sample platform 1080 (not shown in this diagram).
- Slit 1092 extends approximately 180 degrees or more around the circumference of atmospheric contaminant shield 1090 to accommodate sample platform 1080 during operation of the mass spectrometer.
- Atmospheric contaminant shield 1090 has inner diameter ID (with a diameter of about 0.25 inches to about 1 inch, such as about 0.25 inches, about 0.3 inches, about 0.4 inches, about 0.5 inches, about 0.6 inches, about 0.7 inches about 0.8 inches, about 0.9 inches or about, 1.0 inch, for example about 0.25 inches to about 0.5 inches, about 0.4 inches to about 0.7 inches, or about 0.5 inches to about 1.0 inches), outer diameter OD (with a diameter of about 0.3 inches to about 2 inches, such as about 0.3 inches, about 0.4 inches, about 0.5 inches, about 0.6 inches, about 0.7 inches about 0.8 inches, about 0.9 inches, about 1.0 inch, about 1.3 inches, about 1.4 inches, about 1.5 inches, about 1.6 inches, about 1.7 inches about 1.8 inches, about 1.9 inches or about, 2.0 inches for example about 0.3 inches to about 1.0 inch, about 0.75 inches to about 1.5 inches, or about 0.5 inches to about 2.0 inches), and length L (with a length of about 0.3 inches to about 2
- End 1096 of atmospheric contaminant shield 1090 is configured to fit over inlet cone 1070 of ion transmission device 1030 and includes configured with several gas relief slots 1098 , such as longitudinal slots that expend from a distal end of shield 1090 .
- substantially cylindrical atmospheric contaminant shield 1090 is shown with four rectangular slots 1098 extending from end 1096 .
- the number and shape of gas relief slits 1098 can vary so long as they allow the inert gas to escape without pressure build up.
- atmospheric contaminant shield 1090 works to exclude atmospheric contaminants, such as atmospheric water vapor and atmospheric oxygen, by sequestering an inert gas within atmospheric contaminant shield 1090 .
- atmospheric contaminant shield 1090 This positive pressure keeps atmospheric gases, such as atmospheric water vapor and atmospheric oxygen, from entering traverse slit or groove 1092 or gas relief slots 1098 , and thus substantially excludes atmospheric gases, such as atmospheric water vapor and atmospheric oxygen from the sample.
- FIG. 9 shows the configuration of an alternative embodiment of mass spectrometer 1000 .
- sample platform 1080 is shown as a pin and the electrical charge to the pin is provided by discharge electrode 1092 .
- Sample platform 1080 is positioned between ion source 1010 and inlet cone 1070 of ion transmission device 1030 .
- the position of atmospheric contaminant shield 1090 is shown as is sample positioning assembly 1060 , for calibrated positioning of the sample at a desired distance from the ion source 1010 to promote electric discharge between ion source 1010 and sample platform 1080 .
- a gear assembly which rotates sample platform 1080 into position between ion source 1010 and inlet cone 1070 of ion transmission device 1030 , where sample platform 1080 contacts discharge electrode 1092 .
- the gear assembly is calibrated to move the sample or sample platform 1080 into the path of the electrical discharge between discharge electrode 1092 and ion source 1010 at a preselected distance that promote discharge.
- the potential is applied to sample platform 1080 by discharge electrode 1092 .
- the methods detect and/or identify microorganisms in a sample, such biological sample and/or an environmental sample.
- the methods detect a compound (such as a chemical compound) in a sample, such biological sample and/or an environmental sample, for example an adulterant (both chemical and biological) in foods, feed, and products.
- the disclosed methods produce an analyte, analyte fragment, and/or analyte adduct ions for mass spectrographic analysis.
- the analyte is maintained at atmospheric pressure and can form analyte ions, analyte fragment ions, and/or analyte adduct ions.
- the methods include generating a mass spectra profile/fingerprint of a sample to determine if the sample includes microorganisms, for example a pathogen, such as a bacterial, a viral, a fungal or a parasitic pathogen.
- the mass spectra profile/fingerprint of the sample can then be interrogated to determine if there is a microorganism present in the sample and in some examples, what that microorganism might be, for example by analyzing the spectra obtained using pattern recognition methods, such as those described in section C.
- the sample analyzed can include at least about 5000 cells, such that the lower limit of reproducible detection is about 5000 cells.
- the upper limit is about 50,000 cells, about 500,000 cells, about 5,000,000 cells or even greater than about 5,000,000 cells.
- the methods include generating a mass spectrum profile/fingerprint of a sample to determine if the sample includes a compound of interest (such as a chemical compound), for example an adulterant (both chemical and biological). The mass spectrum profile/fingerprint of the sample can then be interrogated to determine if there is a compound of interest present in the sample and in some examples, what that compound of interest might be, for example by analyzing the spectra obtained using pattern recognition methods, such as those described in section C.
- a sample platform which includes a sample is positioned adjacent to an ion source.
- the sample is dried on the sample platform, for example to remove residual moisture that may interfere with the analysis.
- the sample analyzed can include at least about 5000 cells, such that the lower limit of reproducible detection is about 5000 cells. However in some examples samples of greater than about 5000 cells are used, such as samples with about 10,000 cells, 50,000 cells, about 500,000 cells, about 5,000,000 cells or even greater than about 5,000,000 cells.
- An electrical discharge such as a spark, brush or corona discharge is caused between the ion source and the sample platform at a position on the platform where the sample is placed.
- the electrical discharge is selected such that it is sufficient to ionize and volatize molecules, such as biological molecules, within the sample.
- the ionized and volatized biomolecules can then be analyzed with a mass analyzer to determine the biological molecules within the sample, for example using an ion transmission device to collect the biological molecules and a time of flight mass analyzer to analyze the mass to charge ratio of the ions and thereby allow a mass spectrum profile/fingerprint to be generated.
- the potential applied is about 1.0 kV to about 4.0 kV, such as about 1.0 kV, about 1.1 kV, about 1.2 kV, about 1.3 kV, about 1.4 kV, about 1.5 kV, about 1.6 kV, about 1.7 kV, about 1.8 kV, about 1.9 kV, about 2.0 kV, about 2.1 kV, about 2.2 kV, about 2.3 kV, about 2.4 kV, about 2.5 kV, about 2.6 kV, about 2.7 kV, about 2.8 kV, about 2.9 kV, about 3.0 kV, about 3.1 kV, about 3.2 kV, about 3.3 kV, about 3.4 kV, about 3.5 kV, about 3.6 kV, about 3.7 kV, about 3.8 kV, about 3.9 kV, or about 4.0 kV, such as between about 1.0 kV and 2.0 kV, between
- the sample platform is positioned such that is about 1 centimeter (cm) or less from the ion source, such as less than about 10 millimeters (mm), less than about 9 mm, less than about 8 mm, less than about 7 mm, less than about 6 mm, less than about 5 mm, less than about 4 mm, less than about 3 mm, less than about 2 mm, less than about 1 mm, less than about 0.5 mm, less than about 0.4 mm, less than about 0.3 mm, less than about 0.2 mm, less than about 0.1 mm from the ion source, for example between about 0.2 mm and about 10 mm, between about 0.4 mm and about 8 mm, between about 0.8 mm and about 6 mm, between about 1 mm and about 5 mm, between about 2 mm and about 4 mm from the ion source.
- mm centimeter
- mm millimeters
- the sample is shielded from atmospheric contaminants during the electrical discharge, for example using a physical shield, a layer of inert gas or a combination thereof.
- the sample is shielded from atmospheric oxygen, atmospheric water vapor or a combination thereof.
- a physical shield it should be constructed of a non-conductive or insulating material positioned between the ion source and ion transmission device, such as a glass, plastic, ceramic, or other like non-conductive or insulating materials known to one of ordinary skill in the art.
- the inert gas consists substantially entirely of one or more of nitrogen and noble gases. The inert gas can be introduced from a gas cylinder into the atmospheric contaminant shield at a positive pressure.
- the sample platform selected for use in the disclosed methods typically has low thermal mass to facilitate heat transfer into the sample from the electrical discharge.
- the sample platform should also be constructed of a conductive material, such as a metallic material, including, but not limited to, nickel, a nickel alloy, steel, stainless steel, titanium, aluminum, aluminum alloy or a combination thereof, such that it can act as a counter or discharge electrode to the ion source.
- the sample platform is formed from a perforated material, such as a wire mesh having sample presentation regions where the sample is placed for analysis.
- the sample platform and/or sample presentation region includes a recess or indentation for positioning the sample to be analyzed.
- the recess protrudes from the sample platform forming a point that is positioned toward the ion source thereby providing a point of impact for the electrical discharge.
- a sample such as a biological sample deposited as a 1 -microliter sized droplet will “sit” comfortably in the indentation until it is dry (and will not migrate), when dried, the biological sample is—more often than not—somewhat invisible to the naked eye, making it harder to target the ion beam onto the biological sample during spectra acquisition, and just as lightning travels through the air, sparks are known to choose the shortest distance and therefore will preferably hit pointed objects, in this case the electrically conducting indentation from the bottom.
- the fingerprint or profile spectrum of the sample is selected by selecting the individual spectrum in which a descriptor peak in the mass spectrum is at a maximum.
- a sample containing a microorganism, such as a pathogen, for example, a pathogenic bacteria, is subject to intense heat during electronic discharge, such as a spark or corona discharge, hence there is an ever changing mass spectrum over time sparks are applied.
- a spark or corona discharge When integrated over the entire duration of a run, a global mass spectrum is obtained.
- characteristic descriptor peak(s) will stand out beyond 250 m/z, such as between about 250 m/z and about 1500 m/z, for example about 250 m/z, about 300 m/z, about 350 m/z, about 400 m/z, about 450 m/z, about 500 m/z, about 550 m/z, about 600 m/z, about 650 m/z, about 700 m/z, about 750 m/z, about 800 m/z, about 950 m/z, about 1000 m/z, about 1050 m/z, about 1100 m/z, about, 1150 m/z, about 1200 m/z, about 1250 m/z, about 1300 m/z, 1350 m/z, about 1400 m/z, about 1450 m/z, or about 1500 m/z.
- a characteristic descriptor peak is found at about 560.5 m/z, 343.24 and/or 313.45 m/z. Whenever a unique peak appears, the whole spectrum harbors a wealth of valuable spectral information.
- an ion intensity profile graph can be obtained. The point at which a particular descriptor peak is maximized does not necessarily correspond to the highest point within the total ion intensity graph.
- representative and reproducible mass spectra are obtained for a particular biological sample. The silhouettes of mass spectra acquired in this manner turn out to be quite similar. This is what one would expect since the two spectra originate from two different samples of the same bacterium.
- the descriptor peak is typically used to identify the most useful and representative scan for pattern recognition purposes when the conditions for spectral acquisition mean that scans last a long time, e.g. the low and high volatility components of the biochemical mixture are spread out widely in time along the time dimension of a chromatogram. It is desirable to integrate over the entire complex of acquired scans to obtain a total spectrum representing all components appropriately and using that average or total rather than any single scan as the “pattern” to identify the bacterium. Typically when a sample platform having low thermal mass is used there is no need to find a descriptor ion.
- a descriptor peak is used to select a spectrum.
- the operator of the mass spectrometer selects a descriptor peak based on visual inspection of the mass spectrum obtained for a given sample or samples.
- a descriptor peak a high mass ion that appears in a global mass spectrum of a microorganism sample.
- a descriptor peak is selected that appears in a global mass spectrum of a microorganism sample.
- the fingerprint region of the spectrum can be compared to a data base to determine the identity of the microorganism, or microorganisms present in the sample, for example a data base of spectra obtained from known organisms.
- a data base of spectra obtained from known organisms for example a data base of spectra obtained from known organisms.
- Methods of database construction and interrogation using pattern recognition can be found for example in U.S. Pat. No. 6,996,472, issued Feb. 7, 2006, which is hereby incorporated by reference in its entirety.
- a compound of interest can be identified in a sample by comparison with a data base of mass spectrum of known compounds.
- samples for use in the methods disclosed herein include any conventional sample for which information about a sample is desired.
- the sample is a biological sample.
- eukaryotic organisms including without limitation, multicellular organisms (such as animals, including samples from a healthy or apparently healthy human subject or a human patient affected by a condition or disease to be diagnosed or investigated, such as cancer), clinical samples obtained from a human or veterinary subject, for instance blood or blood-fractions, biopsied tissue. Standard techniques for acquisition of such samples are available. See, for example Schluger et al., J. Exp. Med. 176:1327-1333 (1992); Bigby et al., Am. Rev.
- Biological samples can be obtained from any organ or tissue (including a biopsy or autopsy specimen) or can comprise a cell (whether a primary cell or cultured cell) or medium conditioned by any cell, tissue or organ.
- a sample is a sample taken from the environment, (e.g. an environmental sample), such as a water, soil, or air sample, a swab sample taken from surfaces (for instance, to check for microbial contamination), and the like.
- samples are used directly.
- samples are purified or concentrated before they are analyzed.
- the sample is a biological sample. In some examples the sample is an environmental sample. In some example, the sample includes, or is suspected of including, microorganisms.
- Pattern recognition programs useful for practicing the disclosed methods are of two major types; statistical and artificial intelligence.
- Statistical methods include Principal Component Analysis (PCA) and variations of PCA such as linear regression analysis, cluster analysis, canonical variates, and discriminant analysis, soft independent models of class analogy (SIMCA), expert systems, and auto spin (see, for example, Harrington, RESolve Software Manual, Colorado School of Mines, 1988, incorporated by reference).
- PCA Principal Component Analysis
- Other examples of statistical analysis software available for principal-component-based methods include SPSS (SPSS Inc., Chicago, Ill.), JMP (SAS Inc., Cary N.C.), Stata (Stata Inc., College Station, Tex.), SIRIUS (Pattern Recognition Systems Ltd., Bergen, Norway) and Cluster (available to run from entropy: ⁇ dblank/public_html/cluster).
- Neural networks may be one-layer or multilayer in architecture (See, for example, Zupan and Gasteiger, Neural Networks for Chemists, VCH, 1993, incorporated herein by reference).
- Examples of one-layer networks include Hopfield networks, Adaptive Bidirectional Associative Memory (ABAM), and Kohonen Networks.
- Examples of Multilayer Networks include those that learn by counter-propagation and back-propagation of error.
- Artificial neural network software is available from, among other sources, Neurodimension, Inc., Gainesville, Fla. (Neurosolutions) and The Mathworks, Inc., Natick, Mass. (MATLAB Neural Network Toolbox).
- PCA principal component analysis
- principal components or, for example, canonical variates
- principal component factor space or, for example, canonical variate factor space
- Pattern recognition may be performed (for example to compare fingerprint spectra in a library database of such fingerprint spectra) using multivariate methods, such as those performed by the programs above or by any number of artificial neural network techniques.
- Artificial neural network software is available from, among other sources, Neurodimension, Inc., Gainesville, Fla. (Neurosolutions) and The Mathworks, Inc., Natick, Mass. (MATLAB Neural Network Toolbox).
- computing devices include server computers, desktop computers, laptop computers, notebook computers, handheld devices, netbooks, tablet devices, mobile devices, PDAs, and other types of computing devices.
- FIG. 17 illustrates a generalized example of a suitable computing environment 1700 in which the described technologies can be implemented.
- the computing environment 1700 is not intended to suggest any limitation as to scope of use or functionality, as the technologies may be implemented in diverse general-purpose or special-purpose computing environments.
- the disclosed technology may be implemented using a computing device comprising a processing unit, memory, and storage storing computer-executable instructions implementing methods disclosed herein.
- the disclosed technology may also be implemented with other computer system configurations, including hand held devices, multiprocessor systems, microprocessor-based or programmable consumer electronics, network PCs, minicomputers, mainframe computers, a collection of client/server systems, and the like.
- the disclosed technology may also be practiced in distributed computing environments where tasks are performed by remote processing devices that are linked through a communications network.
- program modules may be located in both local and remote memory storage devices
- the computing environment 1700 includes at least one processing unit 1710 coupled to memory 1720 .
- the processing unit 1710 executes computer-executable instructions and may be a real or a virtual processor. In a multi-processing system, multiple processing units execute computer-executable instructions to increase processing power.
- the memory 1720 may be volatile memory (e.g., registers, cache, RAM), non-volatile memory (e.g., ROM, EEPROM, flash memory, etc.), or some combination of the two.
- the memory 1720 can store software 1780 implementing any of the technologies described herein.
- a computing environment may have additional features.
- the computing environment 1700 includes storage 1740 , one or more input devices 1750 , one or more output devices 1760 , and one or more communication connections 17170 .
- An interconnection mechanism such as a bus, controller, or network interconnects the components of the computing environment 1700 .
- operating system software provides an operating environment for other software executing in the computing environment 1700 , and coordinates activities of the components of the computing environment 1700 .
- the storage 1740 may be removable or non-removable, and includes magnetic disks, magnetic tapes or cassettes, CD-ROMs, CD-RWs, DVDs (such as DVD-Rs, DVD-RWs, “DVD+Rs, and DVD+RWs), or any other computer-readable media which can be used to store information and which can be accessed within the computing environment 1700 .
- the storage 1740 can store software 1780 containing instructions for any of the technologies described herein.
- the input device(s) 1750 may be a touch input device such as a keyboard, mouse, pen, or trackball, a voice input device, a scanning device, or another device that provides input to the computing environment 1700 .
- the input device(s) 1750 may be a sound card or similar device that accepts audio input in analog or digital form, or a CD-ROM reader that provides audio samples to the computing environment.
- the output device(s) 1760 may be a display, printer, speaker, CD-writer, or another device that provides output from the computing environment 1700 .
- the communication connection(s) 1770 enable communication over a communication mechanism to another computing entity.
- the communication mechanism conveys information such as computer-executable instructions, audio/video or other information, or other data.
- communication mechanisms include wired or wireless techniques implemented with an electrical, optical, RF, infrared, acoustic, or other carrier.
- program modules include routines, programs, libraries, objects, classes, components, data structures, etc., that perform particular tasks or implement particular abstract data types.
- the functionality of the program modules may be combined or split between program modules as desired in various embodiments.
- Computer-executable instructions for program modules may be executed within a local or distributed computing environment.
- This example describes methods used to identify micro-organisms using spark induced ionization of biological samples that include micro-organisms.
- Vibrio vulnificus ATCC #27562 was obtained from ATCC (Manassas, Va.). Stainless steel dowel pins (0.125′′ ⁇ 1′′) were used. Trypticase soy agar (TSA) was obtained from Fisher Scientific (www.fishersci.com). A JEOL AccuTOF DART mass spectrometer (MS) (Peabody, Mass.) with the DART ion source reengineered as described herein served as the MS platform.
- MS mass spectrometer
- V. vulnificus was cultured in TSB at 37° C. for 48 hours. Soon after, cells were harvested and purified from residual TSB using tissue culture water and centrifugation at 8,000 rpm. Purified bacterial suspension samples (analyte) were manually deposited as a thin film on the flat surface of the sterile stainless steel pins. Samples were air dried for 15 minutes at 50° C. Pins carrying the dried analyte were introduced into a helium stream at 350° C. The discharge was initiated and mass spectra were acquired. Spectral fingerprints of bacteria were obtained with a high degree of reproducibility by selecting the mass spectrum obtained when an indicator ion at 560.5 m/z achieved maximum intensity. Principal component and cluster analyses were performed using ArrayTrackTM (National Center for Toxicological Research (NCTR), FDA) were used to corroborate spectral similarities.
- NCTR National Center for Toxicological Research
- a discharge electrode for DII was setup in the sample introduction chamber ( FIG. 9 ). Continued use of the DART for DII overheated the circuitry. An external power supply was, therefore, used for the generation of corona discharges.
- a small custom-made glass cylinder with two juxtaposing orifices on each side was set up within the sample introduction chamber ( FIG. 9 ) to exclude atmospheric contaminants, and prevent oxidation of pyrolysates.
- the cylinder also shielded against ambient moisture, ensuring that proton transfer from water molecules (chemical ionization) would not increase spectral irreproducibility ( FIG. 9 ).
- pyrograms ion intensity profile graphs—known as “pyrograms”—were obtained. Mass spectra could have been obtained from any point or interval within a pyrogram ( FIG. 10 ).
- Mass spectra acquired randomly at different times during continuous DII are quite different, as evidenced in FIG. 11 , and are consequently less suitable for spectral fingerprinting.
- the newly developed mass spectra extraction technique allowed extraction of spectra acquired from the same bacterial isolates, which can provide for a method of rapid bacterial identification and/or detection. For example, whole cell analysis of foodborne pathogens and other bacteria can be carried out rapidly and reliably. Mass spectra identification can then be corroborated using hierarchal cluster analysis (HCA, ArrayTrackTM).
- HCA hierarchal cluster analysis
- ArrayTrackTM hierarchal cluster analysis
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